Decision-forests Alternatives
Similar projects and alternatives to decision-forests based on common topics and language
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yggdrasil-decision-forests
A library to train, evaluate, interpret, and productionize decision forest models such as Random Forest and Gradient Boosted Decision Trees.
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InfluxDB
Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.
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decision-forests reviews and mentions
Posts with mentions or reviews of decision-forests.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2022-08-03.
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Why do tree-based models still outperform deep learning on tabular data?
I can't explain it, but I help maintain TensorFlow Decision Forests [1] and Yggdrasil Decision Forests [2], and in an AutoML system at work that trains models on lots of various users data, decision forest models gets selected as best (after AutoML tries various model types and hyperparameters) somewhere between 20% to 40% of the times, systematically. It's pretty interesting. Other ML types considered are NN, linear models (with auto feature crossings generation), and a couple of other variations.
Stats
Basic decision-forests repo stats
1
651
8.4
4 days ago
tensorflow/decision-forests is an open source project licensed under Apache License 2.0 which is an OSI approved license.
The primary programming language of decision-forests is Python.
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